{"id":"W3025485406","doi":"10.33137/jaste.v5i1.34276","title":"Addressing the Issue of Underrepresentation of Women in Chemistry","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Chemistry; Science education; Chemistry education; Mathematics education; Psychology; Pedagogy; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006689774,0.00003898879,0.0000733117,0.00004538365,0.0001416716,0.00001332327,0.000186415,0.00002991009,0.0001001499],"category_scores_gemma":[0.0007049097,0.00002960169,0.00001063071,0.0005672274,0.001029611,0.0002435175,0.00005590747,0.0001022287,7.30309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250939,"about_ca_system_score_gemma":0.0002389236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002542403,"about_ca_topic_score_gemma":0.000001493307,"domain_scores_codex":[0.9994126,0.00001148738,0.0001530954,0.0001232574,0.0001595425,0.0001400047],"domain_scores_gemma":[0.9996355,0.00003191902,0.0001543185,0.00008831522,0.00003024094,0.00005975448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003829404,0.0003718292,0.3584562,0.00007200208,0.00000412809,1.315847e-7,0.01214647,0.0001117429,0.4860352,0.0002284891,0.0007155716,0.14182],"study_design_scores_gemma":[0.0004977405,0.0002506294,0.4761716,0.00003195588,0.0000123008,0.00003581376,0.1660189,0.001398548,0.3214741,0.02685767,0.007086976,0.0001637211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845592,0.00002502477,0.00008922147,0.01462624,0.00005677719,0.0001308977,3.701957e-7,0.000002951042,0.0005093389],"genre_scores_gemma":[0.9995292,0.00001435872,0.0002282653,0.000123146,0.00001290462,0.00001872139,2.838274e-7,0.000001878736,0.000071246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.164561,"threshold_uncertainty_score":0.3793646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114457138052414,"score_gpt":0.3502694526497294,"score_spread":0.3191248812692052,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}